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    "headline": "The Predictor Could Prove Its Probabilities Fit Together",
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    "dek": "An interactive proof checks exponentially many implicit conditional claims while reading only a few circuit and proof locations.",
    "summary": "An interactive proof checks exponentially many implicit conditional claims while reading only a few circuit and proof locations.",
    "body_text": "The theoretical construction gives a polynomial-time verifier access to one untrusted prover and a sparse witness distribution. It is a complexity result and first step toward certifiable probabilistic predictors, not a deployed safety system.",
    "why_it_matters": "An interactive proof checks exponentially many implicit conditional claims while reading only a few circuit and proof locations.",
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      "title": "arXiv preprint 2608.11181",
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